StarZero All shows Try the podcast clipper →

Will Brown

Research Lead, Prime Intellect · 1 appearance on the record.

computed by AI from the episodes · how this works → · full disclaimer →

scientistengineer@willccbb ↗LinkedIn ↗willcb.com ↗

Will Brown leads open-source research and infrastructure for agentic reinforcement learning at Prime Intellect, creating tools such as the verifiers library and the Environments Hub. He earned a PhD in algorithmic game theory from Columbia University and previously conducted machine learning research on large language models at Morgan Stanley.

15statements → 4claims → 1claims resolved → 3.6/5average certainty → 2.53/5average debate potential → 6said about them ↓

1 supported 0 partly supported 0 contradicted 3 not checkable as stated how the 4 claims stand · each chip opens the sources

2 predictions · 2 assertions · 4 opinions · 7 insights · every statement was checked. The predictions and assertions are the 4 claims: statements the public record can support or contradict. 1 is resolved, and 3 name no date, number or outcome precise enough to check. Everything else (opinions, insights, what ifs, disclosures) can never be settled by the record, so it carries no assessment.

The record, in short

What the tape says about how Will argues and how the claims held up. Everything they said, and everything said about them, is in the tabs below.

Their most notable supported claim

Assertion Supported
Will Brown: Morgan Stanley deployed integrations on day GPT-4 launched
“Like, the day GPT-IV launched, Morgan Stanley had integrations, because we had been working on it, and these were, like, we had press releases for these, like, we are ready to go”
Will Brown Apr 26, 2025 ▶ 10:57 Why Humor Is the True Test of AI Intelligence | Will Brown on TBPN

How they sound: not measured why? →

We measure speaking style by listening to the audio itself, and a fair number needs at least 2,000 words from one person on tape we have measured. There is too little of Will Brown on measured tape to publish a rate. This says nothing about how they speak.

Everything Will Brown said on TBPN that made the record, most notable first. Filter by type, assessment or year in the ledger →

Opinion
Brown: GPT-4.5 Likely Has Trillions of Parameters Enabling Sparse Connections
“GPT, 4.5 is like ginormous model, trillions of parameters, most likely. And that like, there's more room in the model to have these like little sparse connections materialize as you go through layers of the transformer. And I just haven't seen anything like th…”
Will Brown Apr 26, 2025 ▶ 4:44 Why Humor Is the True Test of AI Intelligence | Will Brown on TBPN
Insight
Will Brown: AI scaling faces diminishing returns on capital investment
“The quality bump over things that are much smaller is just like the, we're hitting diminishing returns on capital investment is a lot of it. Like they're taking out of the API because like the, they can sell other things with the same GPUs and make more money …”
Will Brown Apr 26, 2025 ▶ 5:55 Why Humor Is the True Test of AI Intelligence | Will Brown on TBPN
Prediction Not checkable as stated
Will Brown: Nobody will run Meta's giant model for daily tasks
“When Meta releases this behemoth model, I don't think anyone's really gonna run behemoth. For like their day to day stuff. It's just probably not gonna be worth it.”
Will Brown Apr 26, 2025 ▶ 6:21 Why Humor Is the True Test of AI Intelligence | Will Brown on TBPN
Prediction Not checkable as stated
Will Brown: Effective agentic AI will work well on small models
“That's kind of like my bet is like, people are going to really want to train models to be agents. And I think you can get that to work well with a pretty small model.”
Will Brown Apr 26, 2025 ▶ 8:04 Why Humor Is the True Test of AI Intelligence | Will Brown on TBPN
Insight
Brown: OpenAI's o3 qualifies as 10-minute AGI
“I'm happy to call O three, 10 minute AGI. And I think like framing AGI in terms of like length of time, it takes a human to do a task is like more reasonable than like a global framing. Like, sure. There's a bar of like drop and replace for a human that we are…”
Will Brown Apr 26, 2025 ▶ 8:34 Why Humor Is the True Test of AI Intelligence | Will Brown on TBPN
Insight
Brown: Most Enterprise AI Pilots Are Structurally Designed to Churn
“Most of these pilots are very much intended to be churned. Like, they're not, they're very much in a, they're not being rolled out broadly. They are coming through in a kind of walled off environment for people who are, like, gonna be the beta testers.”
Will Brown Apr 26, 2025 ▶ 12:43 Why Humor Is the True Test of AI Intelligence | Will Brown on TBPN
Assertion Not checkable as stated
Brown: DeepSeek serves all of China on 2,000 GPUs
“Like Deep Seek is serving all of China on 2000 GPUs.”
Will Brown Apr 26, 2025 ▶ 16:06 Why Humor Is the True Test of AI Intelligence | Will Brown on TBPN
Insight
Will Brown: OpenAI o3 succeeds because reinforcement learning enables tool use
“The reason O-three is good is because it's trained to use tools. The way you train a model to use the right tool for the job is reinforcement learning. And they've said as much, like, deep research, reinforcement learning.”
Will Brown Apr 26, 2025 ▶ 7:33 Why Humor Is the True Test of AI Intelligence | Will Brown on TBPN
Opinion
Brown: Windsurf Succeeds Against Cursor by Prioritizing Enterprise Integration
“A reason that Windsurf has been successful as a Cursor competitor is they lean way harder on enterprise than Cursor has. Like, they have really designed for enterprise integration, whereas Cursor really has not.”
Will Brown Apr 26, 2025 ▶ 14:00 Why Humor Is the True Test of AI Intelligence | Will Brown on TBPN
Insight
Brown: DeepSeek's efficiency comes from stacking 10 to 15 compound gains
“I mean, to me, the surprising thing was not any individual one thing. It's that each of these is maybe like a 30%, 50% gain, but they have like 10, 15 of them that all stack. And so getting all of these to stack nicely is what's hard.”
Will Brown Apr 26, 2025 ▶ 17:02 Why Humor Is the True Test of AI Intelligence | Will Brown on TBPN
Opinion
Brown: Alibaba Qwen makes the best model suites for research
“Like they make, I think, still the best model suites for like doing research.”
Will Brown Apr 26, 2025 ▶ 17:24 Why Humor Is the True Test of AI Intelligence | Will Brown on TBPN
Insight
Brown: OpenAI's o3 already achieves practical program synthesis
“Like when people say program synthesis, like we're already there, like O three is program synthesis, but the programs are like JSON and Python.”
Will Brown Apr 26, 2025 ▶ 9:37 Why Humor Is the True Test of AI Intelligence | Will Brown on TBPN
Opinion
Will Brown: Microsoft PowerPoint Copilot is not great
“The PowerPoint, like, Microsoft PowerPoint copilot is not great. It's not a thing that I have heard many people say saves them up time.”
Will Brown Apr 26, 2025 ▶ 12:01 Why Humor Is the True Test of AI Intelligence | Will Brown on TBPN
Insight
Brown: AI alpha is buried in GitHub issues, X, and group chats, not LinkedIn
“There's a surprising lot of alpha still on X just from places where you don't like, so there's places I have not found much alpha on LinkedIn. The group chats, the anons the open source like GitHub discussions, lots of really good stuff is buried in like a Git…”
Will Brown Apr 26, 2025 ▶ 2:06 Why Humor Is the True Test of AI Intelligence | Will Brown on TBPN
Assertion Supported
Will Brown: Morgan Stanley deployed integrations on day GPT-4 launched
“Like, the day GPT-IV launched, Morgan Stanley had integrations, because we had been working on it, and these were, like, we had press releases for these, like, we are ready to go”
Will Brown Apr 26, 2025 ▶ 10:57 Why Humor Is the True Test of AI Intelligence | Will Brown on TBPN

The other half of the tape: Will Brown's own voice is left out of every number here. Other people bring the name up 6 times in 6 episodes on TBPN. every mention, with the transcript →

Who brings them up most John Coogan 2Tyler Cosgrove 1Jordi Hays 1

Every mention by year

tap a year for its mentions
00335520252026episodesmentions
03520252026episodes it came up in
000.52.51520252026episodesmentions per episode
2026 5 mentions in 5 episodes 1 per episode
2025 1 mention in 1 episode

Appearances (1)

EpisodeDateSpeaking time
Why Humor Is the True Test of AI Intelligence | Will Brown on TBPN Apr 26, 2025 14m
Made with StarZero

Turn any episode into a week of clips.

This entire site, over 500 episodes transcribed, diarized, checked and made playable, runs on the StarZero media pipeline. Drop in your own episode and the podcast clipper finds the moments worth sharing, cuts them, captions them, and reframes them for every feed.

Try the podcast clipper Learn more